{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "73bd968b-d970-4a05-94ef-4e7abf990827",
   "metadata": {},
   "source": [
    "Chapter 07\n",
    "\n",
    "# 成对距离\n",
    "Book_3《数学要素》 | 鸢尾花书：从加减乘除到机器学习 (第二版)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8e2451c-7139-4965-aa90-9d1ae35475e3",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "这段代码通过数学和可视化的方法，对二维点集的成对欧氏距离进行分析和可视化。以下是详细的数学描述：\n",
    "\n",
    "### 数据定义与数学背景\n",
    "代码定义了一个二维点集 $X \\in \\mathbb{R}^{12 \\times 2}$，包含 12 个点的坐标，每个点用其横坐标 $x_1$ 和纵坐标 $x_2$ 表示。成对欧氏距离矩阵 $D$ 是 $X$ 中任意两个点之间的欧氏距离，计算公式为：\n",
    "$$\n",
    "D_{ij} = \\sqrt{(x_{1i} - x_{1j})^2 + (x_{2i} - x_{2j})^2}, \\quad \\forall i, j \\in \\{1, 2, \\dots, 12\\}.\n",
    "$$\n",
    "这里，$D \\in \\mathbb{R}^{12 \\times 12}$ 是对称矩阵，主对角线元素均为 0（即 $D_{ii} = 0$，点与自身的距离为 0）。\n",
    "\n",
    "### 距离归一化\n",
    "为了将距离映射到颜色范围（0 到 1），代码对 $D$ 进行了归一化处理，公式为：\n",
    "$$\n",
    "D_{ij}^\\text{norm} = \\frac{D_{ij} - D_\\text{min}}{D_\\text{max} - D_\\text{min}}, \\quad \\forall i, j \\in \\{1, 2, \\dots, 12\\},\n",
    "$$\n",
    "其中 $D_\\text{min}$ 和 $D_\\text{max}$ 分别是 $D$ 的最小值和最大值。\n",
    "\n",
    "### 点与连线的可视化\n",
    "代码的第一部分生成一个散点图，显示点集 $X$ 以及点与点之间的连线。具体步骤如下：\n",
    "1. 每一对点 $(i, j)$ 的连线根据距离矩阵 $D_{ij}$ 映射到特定颜色，颜色通过预定义的色彩映射（$RdYlBu_r$）确定。\n",
    "2. 点通过散点图展示，每个点带有标签，标签包括点的名称和坐标信息。\n",
    "\n",
    "连线颜色表明了点与点之间的距离大小，距离越大颜色越偏向一端，反之亦然。\n",
    "\n",
    "### 距离矩阵的热图\n",
    "代码的第二部分生成了成对距离矩阵 $D$ 的热图，用颜色来直观表示距离大小：\n",
    "- 热图的颜色映射与散点图中的连线颜色一致（$RdYlBu_r$），即颜色的深浅对应距离的大小。\n",
    "- 每个格子表示两点之间的距离，并在格子上标注数值，矩阵的行列标签为点的名称。\n",
    "\n",
    "通过热图可以清晰地观察到点之间的距离分布模式，例如：\n",
    "1. 哪些点之间的距离最短或最长。\n",
    "2. 距离在不同点对之间的分布特性。\n",
    "\n",
    "### 坐标轴与网格设置\n",
    "在散点图中，设置了 $x_1$ 和 $x_2$ 的范围为 $[0, 10]$，并以网格线辅助观察数据分布，同时保持了绘图比例（$x_1$ 和 $x_2$ 单位长度一致）。\n",
    "\n",
    "### 总结\n",
    "这段代码通过构造欧氏距离矩阵和归一化，展示了点集之间的几何关系：\n",
    "1. 距离矩阵 $D$ 提供了点与点之间的几何距离。\n",
    "2. 可视化结合散点图与热图，直观地展示了距离的大小和分布。\n",
    "3. 色彩映射与数学背景紧密结合，使得数据分析更具洞察力。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22849309-e984-4fd5-a63c-dbb394b8596b",
   "metadata": {},
   "source": [
    "## 导入包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "332d4532-ddd0-4fe2-84d1-21422a278ae5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import itertools\n",
    "from sklearn.metrics.pairwise import euclidean_distances\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from matplotlib import cm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "898b1628-a1ad-44ee-ba63-7422f0dbed0c",
   "metadata": {},
   "outputs": [],
   "source": [
    "p = plt.rcParams  # 获取默认绘图参数\n",
    "p[\"font.sans-serif\"] = [\"Roboto\"]  # 设置无衬线字体为 Roboto\n",
    "p[\"font.weight\"] = \"light\"  # 设置字体粗细为 light\n",
    "p[\"ytick.minor.visible\"] = True  # 显示 y 轴的小刻度\n",
    "p[\"xtick.minor.visible\"] = True  # 显示 x 轴的小刻度\n",
    "p[\"axes.grid\"] = True  # 启用坐标轴网格\n",
    "p[\"grid.color\"] = \"0.5\"  # 设置网格颜色为灰色\n",
    "p[\"grid.linewidth\"] = 0.5  # 设置网格线宽度"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "773bd798-a049-403c-ae5b-476a51b708d3",
   "metadata": {},
   "source": [
    "## 定义示例数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1b0db870-95d2-4feb-8476-6a77b8009ba7",
   "metadata": {},
   "outputs": [],
   "source": [
    "X = np.array([[1,6], [4,6], [1,5], [6,0], \n",
    "              [3,8], [8,3], [4,1], [3,5], \n",
    "              [9, 2], [5, 9], [4, 9], [8, 4]])\n",
    "\n",
    "# 定义标签\n",
    "labels = ['A','B','C','D','E','F','G','H','I','J','K','L']\n",
    "\n",
    "# 计算成对的欧氏距离\n",
    "Pairwise_d = euclidean_distances(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "65a88990-2e2b-4cd7-a885-08bc83c2c5be",
   "metadata": {},
   "source": [
    "## 设置图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1838324e-7659-4553-932e-9fe85ee4932a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 归一化距离矩阵\n",
    "min_d, max_d = Pairwise_d.min(), Pairwise_d.max()\n",
    "normalized_distances = (Pairwise_d - min_d) / (max_d - min_d)\n",
    "\n",
    "## 设置图形\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# 绘制每条线段，根据距离长度映射颜色\n",
    "for i, (point1, point2) in enumerate(itertools.combinations(range(len(X)), 2)):\n",
    "    dist = Pairwise_d[point1, point2]  # 从距离矩阵中获取距离\n",
    "    color = cm.RdYlBu_r(normalized_distances[point1, point2])  # 使用热图一致的颜色映射\n",
    "    plt.plot([X[point1, 0], X[point2, 0]], [X[point1, 1], X[point2, 1]], color=color)\n",
    "\n",
    "# 绘制示例数据的散点图\n",
    "plt.scatter(x=X[:, 0], y=X[:, 1], color='k', alpha=1.0, zorder = 1000,\n",
    "            linewidth=1, edgecolor=[1,1,1])\n",
    "\n",
    "# 添加标签到每个数据点\n",
    "for i, (x, y) in enumerate(zip(X[:, 0], X[:, 1])):\n",
    "    label = labels[i] + ' ' + f\"({x},{y})\"\n",
    "    plt.annotate(label, (x, y), textcoords=\"offset points\", xytext=(0, 10), ha='center')\n",
    "\n",
    "# 设置坐标轴和网格\n",
    "ax.set_xticks(np.arange(0, 11, 1))\n",
    "ax.set_yticks(np.arange(0, 11, 1))\n",
    "ax.set_xlim(0, 10)\n",
    "ax.set_ylim(0, 10)\n",
    "plt.xlabel(r'$x_1$')\n",
    "plt.ylabel(r'$x_2$')\n",
    "ax.grid(linestyle='--', linewidth=0.25, color=[0.5,0.5,0.5])\n",
    "ax.set_aspect('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "302722bd-b048-4801-8873-691b8f5a5bc3",
   "metadata": {},
   "source": [
    "## 计算成对距离矩阵并绘制热图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "62c2e2ba-5013-4213-801b-4403df7b24b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "\n",
    "# 使用coolwarm颜色映射绘制热图\n",
    "h = sns.heatmap(Pairwise_d, cmap=\"RdYlBu_r\",\n",
    "                square=True, linewidths=.05, annot=True,\n",
    "                xticklabels=labels, yticklabels=labels)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76898140-4365-4ae2-bc9d-7fb8715d3b26",
   "metadata": {},
   "source": [
    "## 绘制三角矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f003d10a-1c03-4f74-ba42-313288842aa8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 掩盖上三角\n",
    "mask = np.triu(np.ones_like(Pairwise_d, dtype=bool))\n",
    "\n",
    "# 绘制热图\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "sns.heatmap(Pairwise_d, mask=mask, cmap=\"RdYlBu_r\", annot=True, \n",
    "            square=True, linewidths=.5, cbar_kws={\"shrink\": 0.8})\n",
    "plt.title(\"Lower Triangle Heatmap\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "47825146-b98c-40b3-a37c-eba1e1a9a69a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 掩盖下三角\n",
    "mask = np.tril(np.ones_like(Pairwise_d, dtype=bool))\n",
    "\n",
    "# 绘制热图\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "sns.heatmap(Pairwise_d, mask=mask, cmap=\"RdYlBu_r\", annot=True, \n",
    "            square=True, linewidths=.5, cbar_kws={\"shrink\": 0.8})\n",
    "plt.title(\"Upper Triangle Heatmap\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
